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Julia as a universal platform for statistical software development

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  • David Roodman

    (Open Philanthropy)

Abstract

The julia package integrates the Julia programming language into Stata. Users can transfer data between Stata and Julia, issue Julia commands to analyze and plot, and pass results back to Stata. Julia’s econometric ecosystem is not as mature as Stata’s, R’s, or Python’s. But Julia is an excellent envi- ronment for developing high-performance numerical applications, which can then be called from many platforms. For example, the boottest program for wild bootstrap–based inference (Roodman et al., 2019, Stata Journal 19: 4–60) and fwildclusterboot for R (Fischer and Roodman, 2021, “fwildclusterboot: Fast wild cluster bootstrap inference for linear regression models”) can both call the same Julia back end. And the program reghdfejl mimics reghdfe (Correia, 2016, https://scorreia.com/research/hdfe.pdf) in fitting linear models with high- dimensional fixed effects but calls a Julia package for tenfold acceleration on hard problems. reghdfejl also supports nonlinear fixed-effect models that cannot oth- erwise be fit in Stata—though preliminarily because the Julia package for that purpose is immature.

Suggested Citation

  • David Roodman, 2025. "Julia as a universal platform for statistical software development," Stata Journal, StataCorp LLC, vol. 25(2), pages 255-284, June.
    • Handle: RePEc:tsj:stataj:v:25:y:2025:i:2:p:255-284
    DOI: 10.1177/1536867X251341105
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    1. Steven D. Levitt, 1996. "The Effect of Prison Population Size on Crime Rates: Evidence from Prison Overcrowding Litigation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(2), pages 319-351.
    2. Paulo Guimarães & Pedro Portugal, 2010. "A simple feasible procedure to fit models with high-dimensional fixed effects," Stata Journal, StataCorp LLC, vol. 10(4), pages 628-649, December.
    3. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/GMM estimation and testing," CERT Discussion Papers 0706, Centre for Economic Reform and Transformation, Heriot Watt University.
    4. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/generalized method of moments estimation and testing," Stata Journal, StataCorp LLC, vol. 7(4), pages 465-506, December.
    5. David Roodman & James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2019. "Fast and wild: Bootstrap inference in Stata using boottest," Stata Journal, StataCorp LLC, vol. 19(1), pages 4-60, March.
    6. E.F. Haghish, 2019. "Seamless interactive language interfacing between R and Stata," Stata Journal, StataCorp LLC, vol. 19(1), pages 61-82, March.
    7. MacKinnon, James G., 2023. "Fast cluster bootstrap methods for linear regression models," Econometrics and Statistics, Elsevier, vol. 26(C), pages 52-71.
    8. Davidson, Russell & MacKinnon, James G., 2010. "Wild Bootstrap Tests for IV Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(1), pages 128-144.
    9. James Fiedler, 2012. "Imagining a Stata / Python combination," SAN12 Stata Conference 6, Stata Users Group.
    10. Gaure, Simen, 2011. "OLS with Multiple High Dimensional Category Dummies," Memorandum 14/2010, Oslo University, Department of Economics.
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